Langgraph Based Agentic Orchestration With Lead Agent Coordination

via “agentic loop orchestration with middleware and state management”

The agent engineering platform

Unique: Combines LangChain's Runnable abstraction with LangGraph's graph-based state machine to enable middleware-driven agent orchestration — custom logic can intercept any step in the agent loop without modifying core agent code, and state is explicitly managed as a dictionary that persists across iterations

vs others: More flexible than monolithic agent frameworks because middleware allows custom behavior injection; more structured than imperative agent loops because state transitions are explicit and traceable